Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	840
Missing cells	6
Missing cells (%)	0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	78.9 KiB
Average record size in memory	96.2 B

Variable types

Numeric	10
Categorical	2

Alerts

`Año` is highly overall correlated with `+ 20 Mbps - 30 Mbps` and 2 other fields	High correlation
`+ 1 Mbps - 6 Mbps` is highly overall correlated with `Total`	High correlation
`+ 6 Mbps - 10 Mbps` is highly overall correlated with `+ 10 Mbps - 20 Mbps` and 3 other fields	High correlation
`+ 10 Mbps - 20 Mbps` is highly overall correlated with `+ 6 Mbps - 10 Mbps` and 3 other fields	High correlation
`+ 20 Mbps - 30 Mbps` is highly overall correlated with `Año` and 5 other fields	High correlation
`+ 30 Mbps` is highly overall correlated with `Año` and 5 other fields	High correlation
`OTROS` is highly overall correlated with `Año` and 2 other fields	High correlation
`Total` is highly overall correlated with `+ 1 Mbps - 6 Mbps` and 5 other fields	High correlation
`Provincia` is highly overall correlated with `Total`	High correlation
`Provincia` is uniformly distributed	Uniform
`+ 512 Kbps - 1 Mbps` has 50 (6.0%) zeros	Zeros
`+ 6 Mbps - 10 Mbps` has 38 (4.5%) zeros	Zeros
`+ 10 Mbps - 20 Mbps` has 71 (8.5%) zeros	Zeros
`+ 20 Mbps - 30 Mbps` has 104 (12.4%) zeros	Zeros
`+ 30 Mbps` has 112 (13.3%) zeros	Zeros
`OTROS` has 449 (53.5%) zeros	Zeros

Reproduction

Analysis started	2023-07-09 01:26:58.493077
Analysis finished	2023-07-09 01:27:22.245953
Duration	23.75 seconds
Software version	ydata-profiling vv4.3.1
Download configuration	config.json

Año
Real number (ℝ)

HIGH CORRELATION

Distinct	9
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2017.8857

Minimum	2014
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	2014
5-th percentile	2014
Q1	2016
median	2018
Q3	2020
95-th percentile	2022
Maximum	2022
Range	8
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.528745
Coefficient of variation (CV)	0.0012531656
Kurtosis	-1.2039979
Mean	2017.8857
Median Absolute Deviation (MAD)	2
Skewness	0.022512286
Sum	1695024
Variance	6.3945513
Monotonicity	Increasing

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2014	96	11.4%
2015	96	11.4%
2016	96	11.4%
2017	96	11.4%
2018	96	11.4%
2019	96	11.4%
2020	96	11.4%
2021	96	11.4%
2022	72	8.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2014	96	11.4%
2015	96	11.4%
2016	96	11.4%
2017	96	11.4%
2018	96	11.4%
2019	96	11.4%
2020	96	11.4%
2021	96	11.4%
2022	72	8.6%

Value	Count	Frequency (%)
2022	72	8.6%
2021	96	11.4%
2020	96	11.4%
2019	96	11.4%
2018	96	11.4%
2017	96	11.4%
2016	96	11.4%
2015	96	11.4%
2014	96	11.4%

Trimestre
Categorical

Distinct	4
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	6.7 KiB

3	216
2	216
1	216
4	192

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	840
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	4
5th row	4

Common Values

Value	Count	Frequency (%)
3	216	25.7%
2	216	25.7%
1	216	25.7%
4	192	22.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	216	25.7%
2	216	25.7%
1	216	25.7%
4	192	22.9%

Most occurring characters

Value	Count	Frequency (%)
3	216	25.7%
2	216	25.7%
1	216	25.7%
4	192	22.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	840	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	216	25.7%
2	216	25.7%
1	216	25.7%
4	192	22.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	840	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	216	25.7%
2	216	25.7%
1	216	25.7%
4	192	22.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	840	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	216	25.7%
2	216	25.7%
1	216	25.7%
4	192	22.9%

Provincia
Categorical

HIGH CORRELATION UNIFORM

Distinct	24
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Memory size	6.7 KiB

Buenos Aires	35
Capital Federal	35
Catamarca	35
Chaco	35
Chubut	35
Other values (19)	665

Length

Max length	19
Median length	15
Mean length	8.9166667
Min length	5

Characters and Unicode

Total characters	7490
Distinct characters	40
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Buenos Aires
2nd row	Capital Federal
3rd row	Catamarca
4th row	Chaco
5th row	Chubut

Common Values

Value	Count	Frequency (%)
Buenos Aires	35	4.2%
Capital Federal	35	4.2%
Catamarca	35	4.2%
Chaco	35	4.2%
Chubut	35	4.2%
Córdoba	35	4.2%
Corrientes	35	4.2%
Entre Ríos	35	4.2%
Formosa	35	4.2%
Jujuy	35	4.2%
Other values (14)	490	58.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
santa	70	5.3%
la	70	5.3%
del	70	5.3%
san	70	5.3%
buenos	35	2.6%
negro	35	2.6%
salta	35	2.6%
juan	35	2.6%
luis	35	2.6%
cruz	35	2.6%
Other values (24)	840	63.2%

Most occurring characters

Value	Count	Frequency (%)
a	980	13.1%
e	595	7.9%
o	525	7.0%
	490	6.5%
r	455	6.1%
n	455	6.1%
u	455	6.1%
t	350	4.7%
s	315	4.2%
i	315	4.2%
Other values (30)	2555	34.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5670	75.7%
Uppercase Letter	1330	17.8%
Space Separator	490	6.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	980	17.3%
e	595	10.5%
o	525	9.3%
r	455	8.0%
n	455	8.0%
u	455	8.0%
t	350	6.2%
s	315	5.6%
i	315	5.6%
l	175	3.1%
Other values (15)	1050	18.5%

Uppercase Letter

Value	Count	Frequency (%)
C	245	18.4%
S	210	15.8%
F	140	10.5%
L	105	7.9%
R	105	7.9%
J	70	5.3%
M	70	5.3%
E	70	5.3%
D	70	5.3%
T	70	5.3%
Other values (4)	175	13.2%

Space Separator

Value	Count	Frequency (%)
	490	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7000	93.5%
Common	490	6.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	980	14.0%
e	595	8.5%
o	525	7.5%
r	455	6.5%
n	455	6.5%
u	455	6.5%
t	350	5.0%
s	315	4.5%
i	315	4.5%
C	245	3.5%
Other values (29)	2310	33.0%

Common

Value	Count	Frequency (%)
	490	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7315	97.7%
None	175	2.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	980	13.4%
e	595	8.1%
o	525	7.2%
	490	6.7%
r	455	6.2%
n	455	6.2%
u	455	6.2%
t	350	4.8%
s	315	4.3%
i	315	4.3%
Other values (26)	2380	32.5%

None

Value	Count	Frequency (%)
í	70	40.0%
é	35	20.0%
ó	35	20.0%
á	35	20.0%

HASTA 512 kbps
Real number (ℝ)

Distinct	371
Distinct (%)	44.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2086.4262

Minimum	6
Maximum	238920
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	6
5-th percentile	9
Q1	36.75
median	110
Q3	568
95-th percentile	6275.6
Maximum	238920
Range	238914
Interquartile range (IQR)	531.25

Descriptive statistics

Standard deviation	13615.218
Coefficient of variation (CV)	6.525617
Kurtosis	194.71888
Mean	2086.4262
Median Absolute Deviation (MAD)	95
Skewness	13.218476
Sum	1752598
Variance	1.8537417 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	20	2.4%
18	16	1.9%
15	16	1.9%
10	15	1.8%
16	15	1.8%
67	14	1.7%
71	12	1.4%
8	12	1.4%
6	11	1.3%
26	11	1.3%
Other values (361)	698	83.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	11	1.3%
7	3	0.4%
8	12	1.4%
9	20	2.4%
10	15	1.8%
11	10	1.2%
12	5	0.6%
13	1	0.1%
14	1	0.1%
15	16	1.9%

Value	Count	Frequency (%)
238920	1	0.1%
199768	1	0.1%
162513	1	0.1%
134673	1	0.1%
38215	1	0.1%
37821	1	0.1%
37542	2	0.2%
37193	1	0.1%
37192	1	0.1%
36939	2	0.2%

+ 512 Kbps - 1 Mbps
Real number (ℝ)

ZEROS

Distinct	633
Distinct (%)	75.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10142.846

Minimum	0
Maximum	171244
Zeros	50
Zeros (%)	6.0%
Negative	0
Negative (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	307
median	2730.5
Q3	8130.25
95-th percentile	57151.7
Maximum	171244
Range	171244
Interquartile range (IQR)	7823.25

Descriptive statistics

Standard deviation	22262.822
Coefficient of variation (CV)	2.1949285
Kurtosis	15.716648
Mean	10142.846
Median Absolute Deviation (MAD)	2633.5
Skewness	3.7598641
Sum	8519991
Variance	4.9563326 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	50	6.0%
1	12	1.4%
4	10	1.2%
97	8	1.0%
285	8	1.0%
327	7	0.8%
109	7	0.8%
112	6	0.7%
909	6	0.7%
40	5	0.6%
Other values (623)	721	85.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	50	6.0%
1	12	1.4%
2	1	0.1%
3	2	0.2%
4	10	1.2%
5	3	0.4%
6	2	0.2%
8	1	0.1%
9	1	0.1%
10	3	0.4%

Value	Count	Frequency (%)
171244	1	0.1%
162274	1	0.1%
137189	1	0.1%
133385	1	0.1%
132937	1	0.1%
128187	1	0.1%
124468	1	0.1%
123589	1	0.1%
115197	1	0.1%
112593	1	0.1%

+ 1 Mbps - 6 Mbps
Real number (ℝ)

HIGH CORRELATION

Distinct	831
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	150969.97

Minimum	2842
Maximum	2299705
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	2842
5-th percentile	11900.4
Q1	28539.25
median	48834.5
Q3	86897.5
95-th percentile	727863.25
Maximum	2299705
Range	2296863
Interquartile range (IQR)	58358.25

Descriptive statistics

Standard deviation	348153.84
Coefficient of variation (CV)	2.3061132
Kurtosis	21.09886
Mean	150969.97
Median Absolute Deviation (MAD)	25713
Skewness	4.4592125
Sum	1.2681477 × 10⁸
Variance	1.2121109 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35409	3	0.4%
14014	3	0.4%
40285	2	0.2%
58588	2	0.2%
28600	2	0.2%
22409	2	0.2%
30727	2	0.2%
31900	1	0.1%
296798	1	0.1%
1177446	1	0.1%
Other values (821)	821	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2842	1	0.1%
3107	1	0.1%
3179	1	0.1%
3576	1	0.1%
3678	1	0.1%
4386	1	0.1%
5018	1	0.1%
5312	1	0.1%
5366	1	0.1%
6038	1	0.1%

Value	Count	Frequency (%)
2299705	1	0.1%
2288772	1	0.1%
2281524	1	0.1%
2279875	1	0.1%
2267852	1	0.1%
2266948	1	0.1%
2253197	1	0.1%
2250898	1	0.1%
2250445	1	0.1%
2214760	1	0.1%

+ 6 Mbps - 10 Mbps
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	757
Distinct (%)	90.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37396.558

Minimum	0
Maximum	403575
Zeros	38
Zeros (%)	4.5%
Negative	0
Negative (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1.95
Q1	2795.5
median	10014
Q3	38534.5
95-th percentile	203628.65
Maximum	403575
Range	403575
Interquartile range (IQR)	35739

Descriptive statistics

Standard deviation	65406.205
Coefficient of variation (CV)	1.74899
Kurtosis	8.2102567
Mean	37396.558
Median Absolute Deviation (MAD)	9970.5
Skewness	2.7967281
Sum	31413109
Variance	4.2779716 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	38	4.5%
2	12	1.4%
1	4	0.5%
11	4	0.5%
15	3	0.4%
655	3	0.4%
2867	2	0.2%
2305	2	0.2%
5943	2	0.2%
31	2	0.2%
Other values (747)	768	91.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	38	4.5%
1	4	0.5%
2	12	1.4%
3	1	0.1%
6	1	0.1%
7	1	0.1%
8	2	0.2%
9	2	0.2%
11	4	0.5%
15	3	0.4%

Value	Count	Frequency (%)
403575	1	0.1%
402315	1	0.1%
393530	1	0.1%
335296	1	0.1%
331292	1	0.1%
321756	1	0.1%
311652	1	0.1%
311411	1	0.1%
307554	1	0.1%
304970	1	0.1%

+ 10 Mbps - 20 Mbps
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	726
Distinct (%)	86.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38292.27

Minimum	0
Maximum	886678
Zeros	71
Zeros (%)	8.5%
Negative	0
Negative (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1360.5
median	8553.5
Q3	26268.5
95-th percentile	202207.55
Maximum	886678
Range	886678
Interquartile range (IQR)	24908

Descriptive statistics

Standard deviation	93996.49
Coefficient of variation (CV)	2.4547119
Kurtosis	27.578025
Mean	38292.27
Median Absolute Deviation (MAD)	8453.5
Skewness	4.7682249
Sum	32165507
Variance	8.8353401 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	71	8.5%
1	5	0.6%
5	4	0.5%
10	3	0.4%
100	3	0.4%
119	3	0.4%
67	2	0.2%
206	2	0.2%
1292	2	0.2%
388	2	0.2%
Other values (716)	743	88.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	71	8.5%
1	5	0.6%
3	1	0.1%
4	2	0.2%
5	4	0.5%
7	1	0.1%
10	3	0.4%
12	1	0.1%
14	1	0.1%
16	2	0.2%

Value	Count	Frequency (%)
886678	1	0.1%
816056	1	0.1%
712513	1	0.1%
676137	1	0.1%
636090	1	0.1%
577679	1	0.1%
576428	1	0.1%
573298	1	0.1%
523540	1	0.1%
487826	1	0.1%

+ 20 Mbps - 30 Mbps
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	583
Distinct (%)	69.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20988.008

Minimum	0
Maximum	949093
Zeros	104
Zeros (%)	12.4%
Negative	0
Negative (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	22.75
median	1016.5
Q3	9429
95-th percentile	84403.7
Maximum	949093
Range	949093
Interquartile range (IQR)	9406.25

Descriptive statistics

Standard deviation	74792.113
Coefficient of variation (CV)	3.5635641
Kurtosis	65.451051
Mean	20988.008
Median Absolute Deviation (MAD)	1016.5
Skewness	7.1800616
Sum	17629927
Variance	5.5938602 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	104	12.4%
1	24	2.9%
5	18	2.1%
2	13	1.5%
3	8	1.0%
4	7	0.8%
29	5	0.6%
22	5	0.6%
30	4	0.5%
41	4	0.5%
Other values (573)	648	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	104	12.4%
1	24	2.9%
2	13	1.5%
3	8	1.0%
4	7	0.8%
5	18	2.1%
6	3	0.4%
7	4	0.5%
8	1	0.1%
9	4	0.5%

Value	Count	Frequency (%)
949093	1	0.1%
897964	1	0.1%
576859	1	0.1%
536049	1	0.1%
502275	1	0.1%
483572	1	0.1%
480237	1	0.1%
452570	1	0.1%
437662	1	0.1%
415020	1	0.1%

+ 30 Mbps
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	549
Distinct (%)	65.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	79179.562

Minimum	0
Maximum	3618689
Zeros	112
Zeros (%)	13.3%
Negative	0
Negative (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7
median	882.5
Q3	19660.75
95-th percentile	322176.4
Maximum	3618689
Range	3618689
Interquartile range (IQR)	19653.75

Descriptive statistics

Standard deviation	342623.37
Coefficient of variation (CV)	4.3271694
Kurtosis	55.885917
Mean	79179.562
Median Absolute Deviation (MAD)	882.5
Skewness	6.9897988
Sum	66510832
Variance	1.1739078 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	112	13.3%
2	39	4.6%
1	19	2.3%
3	15	1.8%
4	14	1.7%
10	13	1.5%
5	9	1.1%
22	8	1.0%
13	8	1.0%
9	7	0.8%
Other values (539)	596	71.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	112	13.3%
1	19	2.3%
2	39	4.6%
3	15	1.8%
4	14	1.7%
5	9	1.1%
6	1	0.1%
7	6	0.7%
8	5	0.6%
9	7	0.8%

Value	Count	Frequency (%)
3618689	1	0.1%
3535757	1	0.1%
3381049	1	0.1%
3259793	1	0.1%
2482266	1	0.1%
2337604	1	0.1%
2246313	1	0.1%
2176242	1	0.1%
2085815	1	0.1%
1894466	1	0.1%

OTROS
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	315
Distinct (%)	37.8%
Missing	6
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	4968.6571

Minimum	-1945
Maximum	120464
Zeros	449
Zeros (%)	53.5%
Negative	2
Negative (%)	0.2%
Memory size	6.7 KiB

Quantile statistics

Minimum	-1945
5-th percentile	0
Q1	0
median	0
Q3	5015.25
95-th percentile	22647.45
Maximum	120464
Range	122409
Interquartile range (IQR)	5015.25

Descriptive statistics

Standard deviation	12217.735
Coefficient of variation (CV)	2.4589611
Kurtosis	41.420895
Mean	4968.6571
Median Absolute Deviation (MAD)	0
Skewness	5.5752748
Sum	4143860
Variance	1.4927304 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	449	53.5%
2151	6	0.7%
6105	5	0.6%
1035	5	0.6%
36917	3	0.4%
1618	3	0.4%
792	3	0.4%
698	3	0.4%
2680	3	0.4%
4500	3	0.4%
Other values (305)	351	41.8%
(Missing)	6	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1945	1	0.1%
-1	1	0.1%
0	449	53.5%
1	1	0.1%
2	2	0.2%
3	1	0.1%
19	1	0.1%
44	1	0.1%
45	1	0.1%
50	2	0.2%

Value	Count	Frequency (%)
120464	1	0.1%
114182	1	0.1%
113357	1	0.1%
105818	1	0.1%
105607	1	0.1%
105477	1	0.1%
65849	1	0.1%
65821	1	0.1%
43573	1	0.1%
43438	1	0.1%

Total
Real number (ℝ)

HIGH CORRELATION

Distinct	834
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	343988.81

Minimum	12406
Maximum	4721668
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	12406
5-th percentile	25701.75
Q1	52328.25
median	104333
Q3	177579.75
95-th percentile	1417583.7
Maximum	4721668
Range	4709262
Interquartile range (IQR)	125251.5

Descriptive statistics

Standard deviation	737336.59
Coefficient of variation (CV)	2.1434901
Kurtosis	14.711416
Mean	343988.81
Median Absolute Deviation (MAD)	56426
Skewness	3.7617998
Sum	2.889506 × 10⁸
Variance	5.4366524 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14029	3	0.4%
35710	3	0.4%
68538	2	0.2%
33772	2	0.2%
2705954	1	0.1%
83736	1	0.1%
752576	1	0.1%
3686254	1	0.1%
86733	1	0.1%
736108	1	0.1%
Other values (824)	824	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12406	1	0.1%
12557	1	0.1%
12741	1	0.1%
13040	1	0.1%
13055	1	0.1%
13147	1	0.1%
13220	1	0.1%
13302	1	0.1%
13488	1	0.1%
13660	1	0.1%

Value	Count	Frequency (%)
4721668	1	0.1%
4667183	1	0.1%
4555424	1	0.1%
4509157	1	0.1%
4251609	1	0.1%
4132351	1	0.1%
4060002	1	0.1%
4033261	1	0.1%
3971683	1	0.1%
3937277	1	0.1%

Auto

Heatmap
Table

	Año	HASTA 512 kbps	+ 512 Kbps - 1 Mbps	+ 1 Mbps - 6 Mbps	+ 6 Mbps - 10 Mbps	+ 10 Mbps - 20 Mbps	+ 20 Mbps - 30 Mbps	+ 30 Mbps	OTROS	Total	Trimestre	Provincia
Año	1.000	-0.204	-0.448	-0.137	0.363	0.457	0.619	0.711	0.734	0.302	0.000	0.000
HASTA 512 kbps	-0.204	1.000	0.485	0.423	0.259	0.279	0.212	0.161	-0.060	0.361	0.000	0.250
+ 512 Kbps - 1 Mbps	-0.448	0.485	1.000	0.452	0.375	0.265	0.085	-0.038	-0.273	0.306	0.000	0.249
+ 1 Mbps - 6 Mbps	-0.137	0.423	0.452	1.000	0.438	0.464	0.340	0.326	-0.008	0.763	0.000	0.395
+ 6 Mbps - 10 Mbps	0.363	0.259	0.375	0.438	1.000	0.849	0.731	0.709	0.340	0.765	0.000	0.419
+ 10 Mbps - 20 Mbps	0.457	0.279	0.265	0.464	0.849	1.000	0.851	0.835	0.388	0.786	0.000	0.282
+ 20 Mbps - 30 Mbps	0.619	0.212	0.085	0.340	0.731	0.851	1.000	0.845	0.561	0.732	0.000	0.234
+ 30 Mbps	0.711	0.161	-0.038	0.326	0.709	0.835	0.845	1.000	0.590	0.725	0.000	0.290
OTROS	0.734	-0.060	-0.273	-0.008	0.340	0.388	0.561	0.590	1.000	0.362	0.000	0.292
Total	0.302	0.361	0.306	0.763	0.765	0.786	0.732	0.725	0.362	1.000	0.000	0.577
Trimestre	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000
Provincia	0.000	0.250	0.249	0.395	0.419	0.282	0.234	0.290	0.292	0.577	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Año	Trimestre	Provincia	HASTA 512 kbps	+ 512 Kbps - 1 Mbps	+ 1 Mbps - 6 Mbps	+ 6 Mbps - 10 Mbps	+ 10 Mbps - 20 Mbps	+ 20 Mbps - 30 Mbps	+ 30 Mbps	Total
0	2014	4	Buenos Aires	8226	132937	2250445	203620	104322	997	5406	2705954
1	2014	4	Capital Federal	2698	62896	1038269	123451	95772	890	7997	1331972
2	2014	4	Catamarca	21	8047	14093	2910	421	0	1	25493
3	2014	4	Chaco	483	12837	42106	7908	2600	124	2	66060
4	2014	4	Chubut	1858	6218	60392	70	0	0	0	68538
5	2014	4	Córdoba	1903	85362	427844	41947	30858	1177	782	589873
6	2014	4	Corrientes	40	13860	42182	7513	2106	0	9	65710
7	2014	4	Entre Ríos	2311	27801	88649	18318	3584	1	66	140730
8	2014	4	Formosa	1947	7830	14058	1852	473	47	1	26208
9	2014	4	Jujuy	1880	10427	19740	3443	465	0	0	35955

	Año	Trimestre	Provincia	HASTA 512 kbps	+ 512 Kbps - 1 Mbps	+ 1 Mbps - 6 Mbps	+ 6 Mbps - 10 Mbps	+ 10 Mbps - 20 Mbps	+ 20 Mbps - 30 Mbps	+ 30 Mbps	OTROS	Total
830	2022	3	Santa Fe	468	11132	132709	198588	70897	57455	396352	20209.0	887810
831	2022	1	Río Negro	116	1383	35565	18859	26926	14144	37729	22652.0	157374
832	2022	2	Río Negro	111	1227	33364	17938	27168	13714	41972	24270.0	159764
833	2022	3	Río Negro	111	1221	32936	17860	27934	13629	42596	24271.0	160558
834	2022	1	Buenos Aires	31591	30056	313382	321756	290127	161183	3381049	26280.0	4555424
835	2022	1	San Luis	61	643	8287	3837	9802	68612	13	28589.0	119844
836	2022	3	Buenos Aires	29985	27709	290315	297915	267044	124190	3618689	65821.0	4721668
837	2022	2	Buenos Aires	30639	28323	295238	307554	273954	129869	3535757	65849.0	4667183
838	2022	3	Capital Federal	517	5742	34371	67829	51946	28692	1253105	105477.0	1547679
839	2022	2	Capital Federal	517	5980	36036	72434	55372	31571	1229254	105607.0	1536771

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Interactions

Correlations

Missing values

Sample